Which Biases and Reasoning Pitfalls do Explanations Trigger? : Decomposing Communication Processes in Human-AI Interaction

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2022
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10.1109/MCG.2022.3200328
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IEEE Computer Graphics and Applications ; 42 (2022), 6. - pp. 11-23. - IEEE. - ISSN 0272-1716. - eISSN 1558-1756
Abstract
Collaborative human-AI problem-solving and decision-making rely on effective communications between both agents. Such communication processes comprise explanations and interactions between a sender and a receiver. Investigating these dynamics is crucial to avoid miscommunication problems. Hence, in this paper, we propose a communication dynamics model, examining the impact of the sender's explanation intention and strategy on the receiver's perception of explanation effects. We further present potential biases and reasoning pitfalls with the aim of contributing to the design of hybrid intelligence systems. Lastly, we propose six desiderata for human-centered explainable AI and discuss future research opportunities.
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004 Computer Science
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XAI, communication, human-computer interaction
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ISO 690EL-ASSADY, Mennatallah, Caterina MORUZZI, 2022. Which Biases and Reasoning Pitfalls do Explanations Trigger? : Decomposing Communication Processes in Human-AI Interaction. In: IEEE Computer Graphics and Applications. IEEE. 42(6), pp. 11-23. ISSN 0272-1716. eISSN 1558-1756. Available under: doi: 10.1109/MCG.2022.3200328
BibTex
@article{ElAssady2022-09-12Which-58787,
  year={2022},
  doi={10.1109/MCG.2022.3200328},
  title={Which Biases and Reasoning Pitfalls do Explanations Trigger? : Decomposing Communication Processes in Human-AI Interaction},
  number={6},
  volume={42},
  issn={0272-1716},
  journal={IEEE Computer Graphics and Applications},
  pages={11--23},
  author={El-Assady, Mennatallah and Moruzzi, Caterina}
}
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